Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 800 |
| Missing cells | 387 |
| Missing cells (%) | 4.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 69.7 KiB |
| Average record size in memory | 89.2 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 3 |
| Boolean | 1 |
Name has a high cardinality: 799 distinct values | High cardinality |
# is highly correlated with Generation | High correlation |
Generation is highly correlated with # | High correlation |
Type 2 has 386 (48.2%) missing values | Missing |
# is uniformly distributed | Uniform |
Name is uniformly distributed | Uniform |
# has unique values | Unique |
Reproduction
| Analysis started | 2021-04-08 06:50:41.657851 |
|---|---|
| Analysis finished | 2021-04-08 06:50:58.810943 |
| Duration | 17.15 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 800 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 400.5 |
|---|---|
| Minimum | 1 |
| Maximum | 800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 40.95 |
| Q1 | 200.75 |
| median | 400.5 |
| Q3 | 600.25 |
| 95-th percentile | 760.05 |
| Maximum | 800 |
| Range | 799 |
| Interquartile range (IQR) | 399.5 |
Descriptive statistics
| Standard deviation | 231.0844002 |
|---|---|
| Coefficient of variation (CV) | 0.5769897632 |
| Kurtosis | -1.2 |
| Mean | 400.5 |
| Median Absolute Deviation (MAD) | 200 |
| Skewness | 0 |
| Sum | 320400 |
| Variance | 53400 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 800 | 1 | 0.1% |
| 263 | 1 | 0.1% |
| 273 | 1 | 0.1% |
| 272 | 1 | 0.1% |
| 271 | 1 | 0.1% |
| 270 | 1 | 0.1% |
| 269 | 1 | 0.1% |
| 268 | 1 | 0.1% |
| 267 | 1 | 0.1% |
| 266 | 1 | 0.1% |
| Other values (790) | 790 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 |
| Value | Count | Frequency (%) |
| 800 | 1 | |
| 799 | 1 | |
| 798 | 1 | |
| 797 | 1 | |
| 796 | 1 |
| Distinct | 799 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 6.4 KiB |
| Gothitelle | 1 |
|---|---|
| Flygon | 1 |
| Mega Absol | 1 |
| Machop | 1 |
| Gabite | 1 |
| Other values (794) |
Length
| Max length | 25 |
|---|---|
| Median length | 8 |
| Mean length | 8.375469337 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6692 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 799 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Bulbasaur |
|---|---|
| 2nd row | Ivysaur |
| 3rd row | Venusaur |
| 4th row | Mega Venusaur |
| 5th row | Charmander |
| Value | Count | Frequency (%) |
| Gothitelle | 1 | 0.1% |
| Flygon | 1 | 0.1% |
| Mega Absol | 1 | 0.1% |
| Machop | 1 | 0.1% |
| Gabite | 1 | 0.1% |
| Zapdos | 1 | 0.1% |
| Talonflame | 1 | 0.1% |
| Chikorita | 1 | 0.1% |
| Ledian | 1 | 0.1% |
| Lillipup | 1 | 0.1% |
| Other values (789) | 789 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mega | 48 | 5.1% |
| forme | 21 | 2.2% |
| size | 8 | 0.9% |
| rotom | 6 | 0.6% |
| kyurem | 5 | 0.5% |
| pumpkaboo | 4 | 0.4% |
| gourgeist | 4 | 0.4% |
| therian | 3 | 0.3% |
| deoxys | 3 | 0.3% |
| wormadam | 3 | 0.3% |
| Other values (756) | 830 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 632 | 9.4% |
| e | 609 | 9.1% |
| o | 528 | 7.9% |
| r | 478 | 7.1% |
| i | 444 | 6.6% |
| n | 360 | 5.4% |
| l | 354 | 5.3% |
| t | 297 | 4.4% |
| u | 239 | 3.6% |
| s | 205 | 3.1% |
| Other values (50) | 2546 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5611 | |
| Uppercase Letter | 937 | 14.0% |
| Space Separator | 136 | 2.0% |
| Other Punctuation | 3 | < 0.1% |
| Other Symbol | 2 | < 0.1% |
| Dash Punctuation | 2 | < 0.1% |
| Decimal Number | 1 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 632 | |
| e | 609 | |
| o | 528 | 9.4% |
| r | 478 | 8.5% |
| i | 444 | 7.9% |
| n | 360 | 6.4% |
| l | 354 | 6.3% |
| t | 297 | 5.3% |
| u | 239 | 4.3% |
| s | 205 | 3.7% |
| Other values (17) | 1465 |
| Value | Count | Frequency (%) |
| S | 129 | |
| M | 120 | |
| C | 62 | 6.6% |
| G | 58 | 6.2% |
| P | 56 | 6.0% |
| F | 50 | 5.3% |
| A | 47 | 5.0% |
| D | 47 | 5.0% |
| B | 45 | 4.8% |
| T | 44 | 4.7% |
| Other values (16) | 279 |
| Value | Count | Frequency (%) |
| ♀ | 1 | |
| ♂ | 1 |
| Value | Count | Frequency (%) |
| . | 2 | |
| ' | 1 |
| Value | Count | Frequency (%) |
| 136 |
| Value | Count | Frequency (%) |
| 2 | 1 |
| Value | Count | Frequency (%) |
| - | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6548 | |
| Common | 144 | 2.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 632 | 9.7% |
| e | 609 | 9.3% |
| o | 528 | 8.1% |
| r | 478 | 7.3% |
| i | 444 | 6.8% |
| n | 360 | 5.5% |
| l | 354 | 5.4% |
| t | 297 | 4.5% |
| u | 239 | 3.6% |
| s | 205 | 3.1% |
| Other values (43) | 2402 |
| Value | Count | Frequency (%) |
| 136 | ||
| . | 2 | 1.4% |
| - | 2 | 1.4% |
| ♀ | 1 | 0.7% |
| ♂ | 1 | 0.7% |
| ' | 1 | 0.7% |
| 2 | 1 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6688 | |
| Misc Symbols | 2 | < 0.1% |
| None | 2 | < 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 632 | 9.4% |
| e | 609 | 9.1% |
| o | 528 | 7.9% |
| r | 478 | 7.1% |
| i | 444 | 6.6% |
| n | 360 | 5.4% |
| l | 354 | 5.3% |
| t | 297 | 4.4% |
| u | 239 | 3.6% |
| s | 205 | 3.1% |
| Other values (47) | 2542 |
| Value | Count | Frequency (%) |
| ♀ | 1 | |
| ♂ | 1 |
| Value | Count | Frequency (%) |
| é | 2 |
Type 1
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.4 KiB |
| Water | |
|---|---|
| Normal | |
| Grass | |
| Bug | |
| Psychic | |
| Other values (13) |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.26 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4208 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Grass |
|---|---|
| 2nd row | Grass |
| 3rd row | Grass |
| 4th row | Grass |
| 5th row | Fire |
| Value | Count | Frequency (%) |
| Water | 112 | |
| Normal | 98 | |
| Grass | 70 | 8.8% |
| Bug | 69 | 8.6% |
| Psychic | 57 | 7.1% |
| Fire | 52 | 6.5% |
| Electric | 44 | 5.5% |
| Rock | 44 | 5.5% |
| Ghost | 32 | 4.0% |
| Dragon | 32 | 4.0% |
| Other values (8) | 190 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| water | 112 | |
| normal | 98 | |
| grass | 70 | 8.8% |
| bug | 69 | 8.6% |
| psychic | 57 | 7.1% |
| fire | 52 | 6.5% |
| rock | 44 | 5.5% |
| electric | 44 | 5.5% |
| ghost | 32 | 4.0% |
| dragon | 32 | 4.0% |
| Other values (8) | 190 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 488 | 11.6% |
| a | 360 | 8.6% |
| o | 294 | 7.0% |
| e | 286 | 6.8% |
| c | 270 | 6.4% |
| s | 257 | 6.1% |
| i | 256 | 6.1% |
| t | 242 | 5.8% |
| l | 173 | 4.1% |
| g | 159 | 3.8% |
| Other values (18) | 1423 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3408 | |
| Uppercase Letter | 800 | 19.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 488 | |
| a | 360 | |
| o | 294 | |
| e | 286 | |
| c | 270 | |
| s | 257 | |
| i | 256 | |
| t | 242 | 7.1% |
| l | 173 | 5.1% |
| g | 159 | 4.7% |
| Other values (7) | 623 |
| Value | Count | Frequency (%) |
| G | 134 | |
| W | 112 | |
| F | 100 | |
| N | 98 | |
| P | 85 | |
| B | 69 | |
| D | 63 | |
| E | 44 | 5.5% |
| R | 44 | 5.5% |
| S | 27 | 3.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4208 |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 488 | 11.6% |
| a | 360 | 8.6% |
| o | 294 | 7.0% |
| e | 286 | 6.8% |
| c | 270 | 6.4% |
| s | 257 | 6.1% |
| i | 256 | 6.1% |
| t | 242 | 5.8% |
| l | 173 | 4.1% |
| g | 159 | 3.8% |
| Other values (18) | 1423 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4208 |
Most frequent character per block
| Value | Count | Frequency (%) |
| r | 488 | 11.6% |
| a | 360 | 8.6% |
| o | 294 | 7.0% |
| e | 286 | 6.8% |
| c | 270 | 6.4% |
| s | 257 | 6.1% |
| i | 256 | 6.1% |
| t | 242 | 5.8% |
| l | 173 | 4.1% |
| g | 159 | 3.8% |
| Other values (18) | 1423 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 386 |
| Missing (%) | 48.2% |
| Memory size | 6.4 KiB |
| Flying | |
|---|---|
| Ground | |
| Poison | |
| Psychic | |
| Fighting | |
| Other values (13) |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.652173913 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2340 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Poison |
|---|---|
| 2nd row | Poison |
| 3rd row | Poison |
| 4th row | Poison |
| 5th row | Flying |
| Value | Count | Frequency (%) |
| Flying | 97 | 12.1% |
| Ground | 35 | 4.4% |
| Poison | 34 | 4.2% |
| Psychic | 33 | 4.1% |
| Fighting | 26 | 3.2% |
| Grass | 25 | 3.1% |
| Fairy | 23 | 2.9% |
| Steel | 22 | 2.8% |
| Dark | 20 | 2.5% |
| Dragon | 18 | 2.2% |
| Other values (8) | 81 | 10.1% |
| (Missing) | 386 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| flying | 97 | |
| ground | 35 | 8.5% |
| poison | 34 | 8.2% |
| psychic | 33 | 8.0% |
| fighting | 26 | 6.3% |
| grass | 25 | 6.0% |
| fairy | 23 | 5.6% |
| steel | 22 | 5.3% |
| dark | 20 | 4.8% |
| dragon | 18 | 4.3% |
| Other values (8) | 81 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 257 | 11.0% |
| n | 210 | 9.0% |
| g | 170 | 7.3% |
| F | 158 | 6.8% |
| r | 157 | 6.7% |
| o | 153 | 6.5% |
| y | 153 | 6.5% |
| s | 131 | 5.6% |
| l | 129 | 5.5% |
| c | 106 | 4.5% |
| Other values (18) | 716 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1926 | |
| Uppercase Letter | 414 | 17.7% |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 257 | |
| n | 210 | |
| g | 170 | |
| r | 157 | |
| o | 153 | |
| y | 153 | |
| s | 131 | 6.8% |
| l | 129 | 6.7% |
| c | 106 | 5.5% |
| a | 104 | 5.4% |
| Other values (7) | 356 |
| Value | Count | Frequency (%) |
| F | 158 | |
| G | 74 | |
| P | 67 | |
| D | 38 | 9.2% |
| S | 22 | 5.3% |
| I | 14 | 3.4% |
| R | 14 | 3.4% |
| W | 14 | 3.4% |
| E | 6 | 1.4% |
| N | 4 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2340 |
Most frequent character per script
| Value | Count | Frequency (%) |
| i | 257 | 11.0% |
| n | 210 | 9.0% |
| g | 170 | 7.3% |
| F | 158 | 6.8% |
| r | 157 | 6.7% |
| o | 153 | 6.5% |
| y | 153 | 6.5% |
| s | 131 | 5.6% |
| l | 129 | 5.5% |
| c | 106 | 4.5% |
| Other values (18) | 716 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2340 |
Most frequent character per block
| Value | Count | Frequency (%) |
| i | 257 | 11.0% |
| n | 210 | 9.0% |
| g | 170 | 7.3% |
| F | 158 | 6.8% |
| r | 157 | 6.7% |
| o | 153 | 6.5% |
| y | 153 | 6.5% |
| s | 131 | 5.6% |
| l | 129 | 5.5% |
| c | 106 | 4.5% |
| Other values (18) | 716 |
HP
Real number (ℝ≥0)
| Distinct | 94 |
|---|---|
| Distinct (%) | 11.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.25875 |
|---|---|
| Minimum | 1 |
| Maximum | 255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.95 |
| Q1 | 50 |
| median | 65 |
| Q3 | 80 |
| 95-th percentile | 110 |
| Maximum | 255 |
| Range | 254 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 25.53466903 |
|---|---|
| Coefficient of variation (CV) | 0.368685098 |
| Kurtosis | 7.232078374 |
| Mean | 69.25875 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 1.568224376 |
| Sum | 55407 |
| Variance | 652.0193226 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 67 | 8.4% |
| 50 | 63 | 7.9% |
| 70 | 57 | 7.1% |
| 65 | 46 | 5.8% |
| 75 | 43 | 5.4% |
| 80 | 43 | 5.4% |
| 40 | 38 | 4.8% |
| 45 | 38 | 4.8% |
| 55 | 37 | 4.6% |
| 100 | 32 | 4.0% |
| Other values (84) | 336 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 20 | 6 | |
| 25 | 2 | 0.2% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 255 | 1 | |
| 250 | 1 | |
| 190 | 1 | |
| 170 | 1 | |
| 165 | 1 |
Attack
Real number (ℝ≥0)
| Distinct | 111 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.00125 |
|---|---|
| Minimum | 5 |
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 55 |
| median | 75 |
| Q3 | 100 |
| 95-th percentile | 136.2 |
| Maximum | 190 |
| Range | 185 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.45736587 |
|---|---|
| Coefficient of variation (CV) | 0.4108462318 |
| Kurtosis | 0.1697173149 |
| Mean | 79.00125 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.551613748 |
| Sum | 63201 |
| Variance | 1053.480599 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 40 | 5.0% |
| 65 | 39 | 4.9% |
| 80 | 37 | 4.6% |
| 50 | 37 | 4.6% |
| 85 | 33 | 4.1% |
| 60 | 33 | 4.1% |
| 75 | 32 | 4.0% |
| 70 | 31 | 3.9% |
| 90 | 30 | 3.8% |
| 55 | 30 | 3.8% |
| Other values (101) | 458 |
| Value | Count | Frequency (%) |
| 5 | 2 | 0.2% |
| 10 | 3 | 0.4% |
| 15 | 1 | 0.1% |
| 20 | 8 | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 190 | 1 | 0.1% |
| 185 | 1 | 0.1% |
| 180 | 3 | |
| 170 | 2 | |
| 165 | 3 |
Defense
Real number (ℝ≥0)
| Distinct | 103 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.8425 |
|---|---|
| Minimum | 5 |
| Maximum | 230 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 50 |
| median | 70 |
| Q3 | 90 |
| 95-th percentile | 130 |
| Maximum | 230 |
| Range | 225 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 31.18350056 |
|---|---|
| Coefficient of variation (CV) | 0.422297465 |
| Kurtosis | 2.72626036 |
| Mean | 73.8425 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.155912303 |
| Sum | 59074 |
| Variance | 972.4107071 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 54 | 6.8% |
| 50 | 49 | 6.1% |
| 60 | 46 | 5.8% |
| 80 | 39 | 4.9% |
| 40 | 36 | 4.5% |
| 65 | 36 | 4.5% |
| 90 | 35 | 4.4% |
| 100 | 33 | 4.1% |
| 55 | 32 | 4.0% |
| 45 | 32 | 4.0% |
| Other values (93) | 408 |
| Value | Count | Frequency (%) |
| 5 | 2 | |
| 10 | 1 | 0.1% |
| 15 | 4 | |
| 20 | 4 | |
| 23 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 230 | 3 | |
| 200 | 2 | |
| 184 | 1 | 0.1% |
| 180 | 3 | |
| 168 | 1 | 0.1% |
Sp. Atk
Real number (ℝ≥0)
| Distinct | 105 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.82 |
|---|---|
| Minimum | 10 |
| Maximum | 194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 49.75 |
| median | 65 |
| Q3 | 95 |
| 95-th percentile | 131.05 |
| Maximum | 194 |
| Range | 184 |
| Interquartile range (IQR) | 45.25 |
Descriptive statistics
| Standard deviation | 32.72229417 |
|---|---|
| Coefficient of variation (CV) | 0.4493586126 |
| Kurtosis | 0.2978936607 |
| Mean | 72.82 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.7446624978 |
| Sum | 58256 |
| Variance | 1070.748536 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 51 | 6.4% |
| 40 | 49 | 6.1% |
| 65 | 44 | 5.5% |
| 50 | 39 | 4.9% |
| 55 | 35 | 4.4% |
| 45 | 33 | 4.1% |
| 70 | 30 | 3.8% |
| 35 | 29 | 3.6% |
| 85 | 27 | 3.4% |
| 80 | 27 | 3.4% |
| Other values (95) | 436 |
| Value | Count | Frequency (%) |
| 10 | 3 | 0.4% |
| 15 | 4 | |
| 20 | 8 | |
| 23 | 1 | 0.1% |
| 24 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 194 | 1 | 0.1% |
| 180 | 3 | |
| 175 | 1 | 0.1% |
| 170 | 3 | |
| 165 | 2 |
Sp. Def
Real number (ℝ≥0)
| Distinct | 92 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.9025 |
|---|---|
| Minimum | 20 |
| Maximum | 230 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 32.95 |
| Q1 | 50 |
| median | 70 |
| Q3 | 90 |
| 95-th percentile | 120 |
| Maximum | 230 |
| Range | 210 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 27.8289158 |
|---|---|
| Coefficient of variation (CV) | 0.3870368318 |
| Kurtosis | 1.628394057 |
| Mean | 71.9025 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.8540186115 |
| Sum | 57522 |
| Variance | 774.4485544 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 52 | 6.5% |
| 50 | 50 | 6.2% |
| 55 | 47 | 5.9% |
| 65 | 44 | 5.5% |
| 60 | 43 | 5.4% |
| 75 | 40 | 5.0% |
| 70 | 40 | 5.0% |
| 90 | 36 | 4.5% |
| 45 | 35 | 4.4% |
| 85 | 30 | 3.8% |
| Other values (82) | 383 |
| Value | Count | Frequency (%) |
| 20 | 6 | 0.8% |
| 23 | 1 | 0.1% |
| 25 | 11 | |
| 30 | 20 | |
| 31 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 230 | 1 | 0.1% |
| 200 | 1 | 0.1% |
| 160 | 2 | 0.2% |
| 154 | 3 | |
| 150 | 7 |
Speed
Real number (ℝ≥0)
| Distinct | 108 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.2775 |
|---|---|
| Minimum | 5 |
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 45 |
| median | 65 |
| Q3 | 90 |
| 95-th percentile | 115 |
| Maximum | 180 |
| Range | 175 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 29.06047372 |
|---|---|
| Coefficient of variation (CV) | 0.4256229903 |
| Kurtosis | -0.2364366728 |
| Mean | 68.2775 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.3579332951 |
| Sum | 54622 |
| Variance | 844.5111327 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50 | 46 | 5.8% |
| 60 | 44 | 5.5% |
| 70 | 37 | 4.6% |
| 65 | 36 | 4.5% |
| 30 | 35 | 4.4% |
| 80 | 33 | 4.1% |
| 40 | 32 | 4.0% |
| 90 | 31 | 3.9% |
| 100 | 31 | 3.9% |
| 55 | 30 | 3.8% |
| Other values (98) | 445 |
| Value | Count | Frequency (%) |
| 5 | 2 | 0.2% |
| 10 | 3 | 0.4% |
| 15 | 9 | |
| 20 | 15 | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 180 | 1 | 0.1% |
| 160 | 1 | 0.1% |
| 150 | 4 | |
| 145 | 3 | |
| 140 | 2 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.32375 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6612904 |
|---|---|
| Coefficient of variation (CV) | 0.4998241145 |
| Kurtosis | -1.239575758 |
| Mean | 3.32375 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.01425810028 |
| Sum | 2659 |
| Variance | 2.759885795 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 166 | |
| 5 | 165 | |
| 3 | 160 | |
| 4 | 121 | |
| 2 | 106 | |
| 6 | 82 |
| Value | Count | Frequency (%) |
| 1 | 166 | |
| 2 | 106 | |
| 3 | 160 | |
| 4 | 121 | |
| 5 | 165 |
| Value | Count | Frequency (%) |
| 6 | 82 | |
| 5 | 165 | |
| 4 | 121 | |
| 3 | 160 | |
| 2 | 106 |
Legendary
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| False | |
|---|---|
| True | 65 |
| Value | Count | Frequency (%) |
| False | 735 | |
| True | 65 | 8.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| # | Name | Type 1 | Type 2 | HP | Attack | Defense | Sp. Atk | Sp. Def | Speed | Generation | Legendary | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Bulbasaur | Grass | Poison | 45 | 49 | 49 | 65 | 65 | 45 | 1 | False |
| 1 | 2 | Ivysaur | Grass | Poison | 60 | 62 | 63 | 80 | 80 | 60 | 1 | False |
| 2 | 3 | Venusaur | Grass | Poison | 80 | 82 | 83 | 100 | 100 | 80 | 1 | False |
| 3 | 4 | Mega Venusaur | Grass | Poison | 80 | 100 | 123 | 122 | 120 | 80 | 1 | False |
| 4 | 5 | Charmander | Fire | NaN | 39 | 52 | 43 | 60 | 50 | 65 | 1 | False |
| 5 | 6 | Charmeleon | Fire | NaN | 58 | 64 | 58 | 80 | 65 | 80 | 1 | False |
| 6 | 7 | Charizard | Fire | Flying | 78 | 84 | 78 | 109 | 85 | 100 | 1 | False |
| 7 | 8 | Mega Charizard X | Fire | Dragon | 78 | 130 | 111 | 130 | 85 | 100 | 1 | False |
| 8 | 9 | Mega Charizard Y | Fire | Flying | 78 | 104 | 78 | 159 | 115 | 100 | 1 | False |
| 9 | 10 | Squirtle | Water | NaN | 44 | 48 | 65 | 50 | 64 | 43 | 1 | False |
Last rows
| # | Name | Type 1 | Type 2 | HP | Attack | Defense | Sp. Atk | Sp. Def | Speed | Generation | Legendary | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 790 | 791 | Noibat | Flying | Dragon | 40 | 30 | 35 | 45 | 40 | 55 | 6 | False |
| 791 | 792 | Noivern | Flying | Dragon | 85 | 70 | 80 | 97 | 80 | 123 | 6 | False |
| 792 | 793 | Xerneas | Fairy | NaN | 126 | 131 | 95 | 131 | 98 | 99 | 6 | True |
| 793 | 794 | Yveltal | Dark | Flying | 126 | 131 | 95 | 131 | 98 | 99 | 6 | True |
| 794 | 795 | Zygarde Half Forme | Dragon | Ground | 108 | 100 | 121 | 81 | 95 | 95 | 6 | True |
| 795 | 796 | Diancie | Rock | Fairy | 50 | 100 | 150 | 100 | 150 | 50 | 6 | True |
| 796 | 797 | Mega Diancie | Rock | Fairy | 50 | 160 | 110 | 160 | 110 | 110 | 6 | True |
| 797 | 798 | Hoopa Confined | Psychic | Ghost | 80 | 110 | 60 | 150 | 130 | 70 | 6 | True |
| 798 | 799 | Hoopa Unbound | Psychic | Dark | 80 | 160 | 60 | 170 | 130 | 80 | 6 | True |
| 799 | 800 | Volcanion | Fire | Water | 80 | 110 | 120 | 130 | 90 | 70 | 6 | True |